{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Target\n",
    "\n",
    "![](http://r-statistics.co/screenshots/ggplot_masterlist_4.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "mpg= pd.read_csv(\"http://goo.gl/uEeRGu\") "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       ".vega-embed svg, .vega-embed canvas {\n",
       "  border: 1px dotted gray;\n",
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       "\n",
       ".vega-embed .vega-actions a {\n",
       "  margin-right: 6px;\n",
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       "var spec = {\"data\": {\"values\": [{\"displ\": 1.8, \"hwy\": 29, \"cty\": 18, \"drv\": \"f\", \"year\": 1999, \"model\": \"a4\", \"trans\": \"auto(l5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 4}, {\"displ\": 1.8, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 1999, \"model\": \"a4\", \"trans\": \"manual(m5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 31, \"cty\": 20, \"drv\": \"f\", \"year\": 2008, \"model\": \"a4\", \"trans\": \"manual(m6)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 30, \"cty\": 21, \"drv\": \"f\", \"year\": 2008, \"model\": \"a4\", \"trans\": \"auto(av)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 4}, {\"displ\": 2.8, \"hwy\": 26, \"cty\": 16, \"drv\": \"f\", \"year\": 1999, \"model\": \"a4\", \"trans\": \"auto(l5)\", \"fl\": \"p\", \"class\": 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\"drv\": \"f\", \"year\": 1999, \"model\": \"camry solara\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"toyota\", \"cyl\": 6}, {\"displ\": 3.0, \"hwy\": 26, \"cty\": 18, \"drv\": \"f\", \"year\": 1999, \"model\": \"camry solara\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"toyota\", \"cyl\": 6}, {\"displ\": 3.3, \"hwy\": 27, \"cty\": 18, \"drv\": \"f\", \"year\": 2008, \"model\": \"camry solara\", \"trans\": \"auto(s5)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"toyota\", \"cyl\": 6}, {\"displ\": 1.8, \"hwy\": 30, \"cty\": 24, \"drv\": \"f\", \"year\": 1999, \"model\": \"corolla\", \"trans\": \"auto(l3)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 1.8, \"hwy\": 33, \"cty\": 24, \"drv\": \"f\", \"year\": 1999, \"model\": \"corolla\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 1.8, \"hwy\": 35, \"cty\": 26, \"drv\": \"f\", \"year\": 1999, \"model\": \"corolla\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 1.8, \"hwy\": 37, \"cty\": 28, \"drv\": \"f\", \"year\": 2008, \"model\": \"corolla\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 1.8, \"hwy\": 35, \"cty\": 26, \"drv\": \"f\", \"year\": 2008, \"model\": \"corolla\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 4.7, \"hwy\": 15, \"cty\": 11, \"drv\": \"4\", \"year\": 1999, \"model\": \"land cruiser wagon 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"toyota\", \"cyl\": 8}, {\"displ\": 5.7, \"hwy\": 18, \"cty\": 13, \"drv\": \"4\", \"year\": 2008, \"model\": \"land cruiser wagon 4wd\", \"trans\": \"auto(s6)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"toyota\", \"cyl\": 8}, {\"displ\": 2.7, \"hwy\": 20, \"cty\": 15, \"drv\": \"4\", \"year\": 1999, \"model\": \"toyota tacoma 4wd\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 2.7, \"hwy\": 20, \"cty\": 16, \"drv\": \"4\", \"year\": 1999, \"model\": \"toyota tacoma 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 2.7, \"hwy\": 22, \"cty\": 17, \"drv\": \"4\", \"year\": 2008, \"model\": \"toyota tacoma 4wd\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 3.4, \"hwy\": 17, \"cty\": 15, \"drv\": \"4\", \"year\": 1999, \"model\": \"toyota tacoma 4wd\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"toyota\", \"cyl\": 6}, {\"displ\": 3.4, \"hwy\": 19, \"cty\": 15, \"drv\": \"4\", \"year\": 1999, \"model\": \"toyota tacoma 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"toyota\", \"cyl\": 6}, {\"displ\": 4.0, \"hwy\": 18, \"cty\": 15, \"drv\": \"4\", \"year\": 2008, \"model\": \"toyota tacoma 4wd\", \"trans\": \"manual(m6)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"toyota\", \"cyl\": 6}, {\"displ\": 4.0, \"hwy\": 20, \"cty\": 16, \"drv\": \"4\", \"year\": 2008, \"model\": \"toyota tacoma 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"toyota\", \"cyl\": 6}, {\"displ\": 2.0, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 1999, \"model\": \"gti\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 26, \"cty\": 19, \"drv\": \"f\", \"year\": 1999, \"model\": \"gti\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 2008, \"model\": \"gti\", \"trans\": \"manual(m6)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 29, \"cty\": 22, \"drv\": \"f\", \"year\": 2008, \"model\": \"gti\", \"trans\": \"auto(s6)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.8, \"hwy\": 24, \"cty\": 17, \"drv\": \"f\", \"year\": 1999, \"model\": \"gti\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 6}, {\"displ\": 1.9, \"hwy\": 44, \"cty\": 33, \"drv\": \"f\", \"year\": 1999, \"model\": \"jetta\", \"trans\": \"manual(m5)\", \"fl\": \"d\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 1999, \"model\": \"jetta\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 26, \"cty\": 19, \"drv\": \"f\", \"year\": 1999, \"model\": \"jetta\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 29, \"cty\": 22, \"drv\": \"f\", \"year\": 2008, \"model\": \"jetta\", \"trans\": \"auto(s6)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 2008, \"model\": \"jetta\", \"trans\": \"manual(m6)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.5, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 2008, \"model\": \"jetta\", \"trans\": \"auto(s6)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 5}, {\"displ\": 2.5, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 2008, \"model\": \"jetta\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 5}, {\"displ\": 2.8, \"hwy\": 23, \"cty\": 16, \"drv\": \"f\", \"year\": 1999, \"model\": \"jetta\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 6}, {\"displ\": 2.8, \"hwy\": 24, \"cty\": 17, \"drv\": \"f\", \"year\": 1999, \"model\": \"jetta\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 6}, {\"displ\": 1.9, \"hwy\": 44, \"cty\": 35, \"drv\": \"f\", \"year\": 1999, \"model\": \"new beetle\", \"trans\": \"manual(m5)\", \"fl\": \"d\", \"class\": \"subcompact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 1.9, \"hwy\": 41, \"cty\": 29, \"drv\": \"f\", \"year\": 1999, \"model\": \"new beetle\", \"trans\": \"auto(l4)\", \"fl\": \"d\", \"class\": \"subcompact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 1999, \"model\": \"new beetle\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"subcompact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 26, \"cty\": 19, \"drv\": \"f\", \"year\": 1999, \"model\": \"new beetle\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"subcompact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.5, \"hwy\": 28, \"cty\": 20, \"drv\": \"f\", \"year\": 2008, \"model\": \"new beetle\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"subcompact\", \"manufacturer\": \"volkswagen\", \"cyl\": 5}, {\"displ\": 2.5, \"hwy\": 29, \"cty\": 20, \"drv\": \"f\", \"year\": 2008, \"model\": \"new beetle\", \"trans\": \"auto(s6)\", \"fl\": \"r\", \"class\": \"subcompact\", \"manufacturer\": \"volkswagen\", \"cyl\": 5}, {\"displ\": 1.8, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 1999, \"model\": \"passat\", \"trans\": \"manual(m5)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 1.8, \"hwy\": 29, \"cty\": 18, \"drv\": \"f\", \"year\": 1999, \"model\": \"passat\", \"trans\": \"auto(l5)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 28, \"cty\": 19, \"drv\": \"f\", \"year\": 2008, \"model\": \"passat\", \"trans\": \"auto(s6)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 2008, \"model\": \"passat\", \"trans\": \"manual(m6)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.8, \"hwy\": 26, \"cty\": 16, \"drv\": \"f\", \"year\": 1999, \"model\": \"passat\", \"trans\": \"auto(l5)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"volkswagen\", \"cyl\": 6}, {\"displ\": 2.8, \"hwy\": 26, \"cty\": 18, \"drv\": \"f\", \"year\": 1999, \"model\": \"passat\", \"trans\": \"manual(m5)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"volkswagen\", \"cyl\": 6}, {\"displ\": 3.6, \"hwy\": 26, \"cty\": 17, \"drv\": \"f\", \"year\": 2008, \"model\": \"passat\", \"trans\": \"auto(s6)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"volkswagen\", \"cyl\": 6}]}, \"encoding\": {\"y\": {\"field\": \"hwy\", \"type\": \"quantitative\"}, \"x\": {\"field\": \"cty\", \"type\": \"quantitative\"}}, \"config\": {\"cell\": {\"width\": 500, \"height\": 350}}, \"mark\": \"circle\"};\n",
       "var selector = \"#a656ba97-d54c-4559-8d03-dc0e2789d641\";\n",
       "var type = \"vega-lite\";\n",
       "\n",
       "var output_area = this;\n",
       "require(['nbextensions/jupyter-vega/index'], function(vega) {\n",
       "  vega.render(selector, spec, type, output_area);\n",
       "}, function (err) {\n",
       "  if (err.requireType !== 'scripterror') {\n",
       "    throw(err);\n",
       "  }\n",
       "});\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#a656ba97-d54c-4559-8d03-dc0e2789d641"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {
      "jupyter-vega": "#a656ba97-d54c-4559-8d03-dc0e2789d641"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from altair import *\n",
    "chart = Chart(mpg)\n",
    "chart.mark_circle().encode(\n",
    "    y=Y('hwy'),\n",
    "    x='cty',\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Todo\n",
    "\n",
    "1. Add jitter?"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
